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Reasoning

2595 directly classified papers

Papers per year

Papers

Enhancing Advanced Visual Reasoning Ability of Large Language Models EMNLP 2024

Grokking of Implicit Reasoning in Transformers: A Mechanistic Journey to the Edge of Generalization NIPS 2024

TopViewRS: Vision-Language Models as Top-View Spatial Reasoners EMNLP 2024

Just Ask One More Time! Self-Agreement Improves Reasoning of Language Models in (Almost) All Scenarios ACL 2024

Enhancing Text-to-SQL Parsing through Question Rewriting and Execution-Guided Refinement ACL 2024

Into the Unknown: Generating Geospatial Descriptions for New Environments ACL 2024

Chain-of-Question: A Progressive Question Decomposition Approach for Complex Knowledge Base Question Answering ACL 2024

TRAM: Benchmarking Temporal Reasoning for Large Language Models ACL 2024

Debug like a Human: A Large Language Model Debugger via Verifying Runtime Execution Step by Step ACL 2024

Making Large Language Models Better Reasoners with Orchestrated Streaming Experiences EMNLP 2024

MARIO: MAth Reasoning with code Interpreter Output - A Reproducible Pipeline ACL 2024

Learning Planning-based Reasoning by Trajectories Collection and Process Reward Synthesizing EMNLP 2024

Meta-Reasoning: Semantics-Symbol Deconstruction for Large Language Models ACL 2024

Exploring Mathematical Extrapolation of Large Language Models with Synthetic Data ACL 2024

An LLM-based Knowledge Synthesis and Scientific Reasoning Framework for Biomedical Discovery ACL 2024

VeraCT Scan: Retrieval-Augmented Fake News Detection with Justifiable Reasoning ACL 2024

Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs ACL 2024

MMToM-QA: Multimodal Theory of Mind Question Answering ACL 2024

LogiCity: Advancing Neuro-Symbolic AI with Abstract Urban Simulation NIPS 2024

Is the Pope Catholic? Yes, the Pope is Catholic. Generative Evaluation of Non-Literal Intent Resolution in LLMs ACL 2024

MedAgents: Large Language Models as Collaborators for Zero-shot Medical Reasoning ACL 2024

CriticBench: Benchmarking LLMs for Critique-Correct Reasoning ACL 2024

DeCoT: Debiasing Chain-of-Thought for Knowledge-Intensive Tasks in Large Language Models via Causal Intervention ACL 2024

Skin-in-the-Game: Decision Making via Multi-Stakeholder Alignment in LLMs ACL 2024

Reasoning in Conversation: Solving Subjective Tasks through Dialogue Simulation for Large Language Models ACL 2024